{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "389b7c67",
   "metadata": {},
   "source": [
    "# Простой линейный график"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "44168c68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Billions of $')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "years = [1950, 1960, 1970, 1980, 1990, 2000, 2010]\n",
    "gdp = [300.2, 543.3, 1075.9, 2862.5, 5979.6, 10289.7, 14958.3]\n",
    "\n",
    "# create a line chart, years on x-axis, gdp on y-axis\n",
    "plt.plot(years, gdp, color='green', marker='o', linestyle='solid')\n",
    "\n",
    "# add a title\n",
    "plt.title(\"Nominal GDP\")\n",
    "\n",
    "# add a label to the y-axis\n",
    "plt.ylabel(\"Billions of $\")\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63956cf1",
   "metadata": {},
   "source": [
    "# Столбчатые графики \n",
    "\n",
    "Показать варьируемость некоторой величины среди некоего дискретного множества элементов"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "bfc84f02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x252f940ebf0>,\n",
       "  <matplotlib.axis.XTick at 0x252f940ebc0>,\n",
       "  <matplotlib.axis.XTick at 0x252f940e7d0>,\n",
       "  <matplotlib.axis.XTick at 0x252f943b730>,\n",
       "  <matplotlib.axis.XTick at 0x252f943bf10>],\n",
       " [Text(0, 0, 'Annie Hall'),\n",
       "  Text(1, 0, 'Ben-Hur'),\n",
       "  Text(2, 0, 'Casablanca'),\n",
       "  Text(3, 0, 'Gandhi'),\n",
       "  Text(4, 0, 'West Side Story')])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movies = [\"Annie Hall\", \"Ben-Hur\", \"Casablanca\", \"Gandhi\", \"West Side Story\"]\n",
    "num_oscars = [5, 11, 3, 8, 10]\n",
    "\n",
    "# plot bars with left x-coordinates [0, 1, 2, 3, 4], heights [num_oscars]\n",
    "plt.bar(range(len(movies)), num_oscars)\n",
    "\n",
    "plt.title(\"My Favorite Movies\")     # add a title\n",
    "plt.ylabel(\"# of Academy Awards\")   # label the y-axis\n",
    "\n",
    "# label x-axis with movie names at bar centers\n",
    "plt.xticks(range(len(movies)), movies)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac4c6500",
   "metadata": {},
   "source": [
    "Построение гистрогра сгруппированных числовых значений с целью визуального разведывания характера распределения значений"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1a6d0779",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Distribution of Exam 1 Grades')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "grades = [83, 95, 91, 87, 70, 0, 85, 82, 100, 67, 73, 77, 0]\n",
    "\n",
    "# Bucket grades by decile, but put 100 in with the 90s\n",
    "histogram = Counter(min(grade // 10 * 10, 90) for grade in grades)\n",
    "\n",
    "plt.bar([x + 5 for x in histogram.keys()],  # Shift bars right by 5\n",
    "        histogram.values(),                 # Give each bar its correct height\n",
    "        10,                                 # Give each bar a width of 8\n",
    "        edgecolor=(0, 0, 0))                # Black edges for each bar\n",
    "\n",
    "plt.axis([-5, 105, 0, 5])                  # x-axis from -5 to 105,\n",
    "                                           # y-axis from 0 to 5\n",
    "\n",
    "plt.xticks([10 * i for i in range(11)])    # x-axis labels at 0, 10, ..., 100\n",
    "plt.xlabel(\"Decile\")\n",
    "plt.ylabel(\"# of Students\")\n",
    "plt.title(\"Distribution of Exam 1 Grades\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eaa83dc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"Look at the 'Huge' Increase!\")"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mentions = [500, 505]\n",
    "years = [2017, 2018]\n",
    "\n",
    "plt.bar(years, mentions, 0.8)\n",
    "plt.xticks(years)\n",
    "plt.ylabel(\"# of times I heard someone say 'data science'\")\n",
    "\n",
    "# if you don't do this, matplotlib will label the x-axis 0, 1\n",
    "# and then add a +2.013e3 off in the corner (bad matplotlib!)\n",
    "plt.ticklabel_format(useOffset=False)\n",
    "\n",
    "# misleading y-axis only shows the part above 500\n",
    "plt.axis([2016.5, 2018.5, 499, 506])\n",
    "plt.title(\"Look at the 'Huge' Increase!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ef952198",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Not So Huge Anymore')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(years, mentions, 0.8)\n",
    "plt.xticks(years)\n",
    "plt.ylabel(\"# of times I heard someone say 'data science'\")\n",
    "plt.ticklabel_format(useOffset=False)\n",
    "\n",
    "plt.axis([2016.5, 2018.5, 0, 550])\n",
    "plt.title(\"Not So Huge Anymore\")\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55b72b67",
   "metadata": {},
   "source": [
    "# Линейные графики \n",
    "\n",
    "Подходят для изображений трендов"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6798d997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'The Bias-Variance Tradeoff')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "variance     = [1, 2, 4, 8, 16, 32, 64, 128, 256]\n",
    "bias_squared = [256, 128, 64, 32, 16, 8, 4, 2, 1]\n",
    "total_error  = [x + y for x, y in zip(variance, bias_squared)]\n",
    "xs = [i for i, _ in enumerate(variance)]\n",
    "\n",
    "# We can make multiple calls to plt.plot\n",
    "# to show multiple series on the same chart\n",
    "plt.plot(xs, variance,     'g-',  label='variance')    # green solid line\n",
    "plt.plot(xs, bias_squared, 'r-.', label='bias^2')      # red dot-dashed line\n",
    "plt.plot(xs, total_error,  'b:',  label='total error') # blue dotted line\n",
    "\n",
    "# Because we've assigned labels to each series,\n",
    "# we can get a legend for free (loc=9 means \"top center\")\n",
    "plt.legend(loc=9)\n",
    "plt.xlabel(\"model complexity\")\n",
    "plt.xticks([])\n",
    "plt.title(\"The Bias-Variance Tradeoff\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cab7a84d",
   "metadata": {},
   "source": [
    "# Диаграммы рассеивания\n",
    "\n",
    "Подходит для визуализации связи между двумя спаренными множествами данных "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "498ce47d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'daily minutes spent on the site')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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faz1PTU3F1atXNYG+Z8+eaNKkCc6ePVvl383jjz8OOzu7Wr12WFgYDh8+rAk3lbZs2QInJ6cGsRzCkCFDcPnyZXh4eFT53mta7+dBzs7O6NatG3bu3Kk10lZQUIC9e/dW+3P29vbo06eP5uKAn3/+uVbvh8yDIzvUIGVmZmrOzefm5uLYsWOIi4uDtbU1EhIS0LRpUwD316fp3bs33n//fXh6eiIgIAApKSnYtGlTtV+i+mjSpAkmTpyI9evXw9/fX+dcvr4cHBzwzTff1LoOfchkMvTv3x/Lly+Hu7s7/P39cejQIezcuVOnb2VoWbFiBZ566ilYW1ujQ4cO6NmzJ1566SVMnjwZZ86cQe/eveHs7AyFQoHjx48jJCQE06ZNw759+7Bu3ToMHz4cLVq0gCiK2LlzJ+7evYvw8PAaax0wYACaN2+OV155BTk5OTqX4W/YsAGHDx/G4MGD4efnh5KSEs3/6P+5kGTlqMcff/xh8PGytrbGu+++ixEjRgC4P3ekkiHH0ljOnDmDF154Ac899xyuX7+ON998E82aNcMrr7wCAHBxccHHH3+MyMhI5OXl4dlnn4WXlxdu3bqFX375Bbdu3ar1qGFMTAz27duHfv36YfHixZBKpfj888+xf/9+xMbGQiKRGPOt1kp0dDS+/fZb9O7dG7Nnz0aHDh2gVqtx7do1/PDDD5g7dy66d+9u0D7feustDBo0COHh4Zg7dy4qKiqwYsUKODs7a40IL168GDdu3EBYWBiaN2+Ou3fv4sMPP4StrS369Olj7LdKJsSwQw1S5ZegnZ0dmjRpgnbt2mHBggV44YUXNEGn0vbt2/Hqq6/itddeQ3l5OXr27ImkpCQMHjy4TjWMHj0a69evx7Rp02Bl1bAHQbdu3YqZM2diwYIFqKioQEREBL744guthRmB+/ObfvzxR6xbtw7Lli2DKIrIyspCQEAAPvnkEzzxxBP45JNPsG7dOqjVasjlcvTs2RPdunUDALRu3RpNmjRBbGwssrOzYWdnh7Zt2yI+Ph6RkZE11mllZYWJEyfi3Xffha+vL8LCwrS2h4aG4ocffkBMTAxycnLg4uKC4OBg7NmzBwMGDND0q+ulv8OHD0ePHj2Qmpqqs03fY2ksmzZtwtatWzFmzBiUlpaiX79++PDDD7Xm/YwfPx5+fn6IjY3F1KlTUVBQAC8vL4SGhtbp1gpt27ZFamoq3njjDUyfPh3FxcVo164d4uLizHbLhgc5Ozvj2LFjeO+997Bx40ZkZWVp1l/q37+/wSM7ABAeHo5du3bh3//+N0aPHg2ZTIZXXnkFxcXFmvV+AKB79+44c+YMFixYgFu3bqFJkyZ4/PHHcfjwYb3X3KKGQRAfvLSFiAAAc+fOxfr163H9+vUqJz0SEVHjwJEdogecOHECFy9exLp16zB16lQGHSKiRo4jO0QPEAQBTk5OePrppxEXF2fQ2jpERNTwcGSH6AHM/0RElqVhz7okIiIiqiOGHSIiIrJoDDtERERk0ThnB4BarUZ2djZcXV31XsKciIiIzEsURRQUFEAulz90PTSGHdy/D8yDd/0lIiKixuH69eto3rx5tdsZdgC4uroCuH+w3NzczFwNERER6SM/Px++vr6a7/HqMOzgf3ffdXNzY9ghIiJqZGqagsIJykRERGTRGHaIiIjIojHsEBERkUVj2CEiIiKLxrBDREREFo1hh4iIiCwaww4RERFZNIYdIiIismgMO0RERGTRuIIyERGRBahQiziVlYfcghJ4uTqgW6AU1la8uTVg5pGd5cuXo2vXrnB1dYWXlxeGDx+OCxcuaLarVCosWLAAISEhcHZ2hlwux8SJE5Gdna21n9LSUsycOROenp5wdnbG0KFDcePGjfp+O0RERGaRmKlArxWH8fynJ/Dqjgw8/+kJ9FpxGImZCnOX1iCYNeykpKRg+vTpOHHiBJKSklBeXo4BAwagqKgIAHDv3j2kp6dj0aJFSE9Px86dO3Hx4kUMHTpUaz/R0dFISEjAjh07cPz4cRQWFmLIkCGoqKgwx9siIiKqN4mZCkzblg6FskSrPUdZgmnb0hl4AAiiKIrmLqLSrVu34OXlhZSUFPTu3bvKPqdPn0a3bt1w9epV+Pn5QalUomnTpti6dStGjx4NAMjOzoavry8OHDiAgQMH1vi6+fn5kEgkUCqVvBEoERE1GhVqEb1WHNYJOpUEADKJA44v+D+LPKWl7/d3g5qgrFQqAQBSqfShfQRBQJMmTQAAaWlpUKlUGDBggKaPXC5HcHAwUlNTq9xHaWkp8vPztR5ERESNzamsvGqDDgCIABTKEpzKyvtfmygiNjYWLVq0gKOjIzp27IhvvvmmHqo1nwYTdkRRxJw5c9CrVy8EBwdX2aekpASvv/46xo4dq0lwOTk5sLOzg7u7u1Zfb29v5OTkVLmf5cuXQyKRaB6+vr7GfTNERET1ILeg+qBTXb9///vfiIuLw/r16/H7779j9uzZGD9+PFJSUkxVptk1mKuxZsyYgV9//RXHjx+vcrtKpcKYMWOgVquxbt26GvcniiIEoeohu4ULF2LOnDma5/n5+Qw8RETU6Hi5OhjUr6ioCKtWrcLhw4fx5JNPAgBatGiB48eP45NPPkGfPn1MVqs5NYiwM3PmTOzZswdHjx5F8+bNdbarVCqMGjUKWVlZOHz4sNZ5OZlMhrKyMty5c0drdCc3Nxc9evSo8vXs7e1hb29v/DdCRERUj7oFSuEjcUCOsgRVTcCtnLPTLfD+9JCzZ8+ipKQE4eHhWv3KysrQqVMn0xdsJmYNO6IoYubMmUhISMCRI0cQGBio06cy6Fy6dAnJycnw8PDQ2t6lSxfY2toiKSkJo0aNAgAoFApkZmYiNja2Xt4HERGROVhbCYiJCMK0bekQAK3AU3luIyYiSDM5Wa1WAwD279+PZs2aae3LkgcBzBp2pk+fju3bt2P37t1wdXXVzLGRSCRwdHREeXk5nn32WaSnp2Pfvn2oqKjQ9JFKpbCzs4NEIkFUVBTmzp0LDw8PSKVSzJs3DyEhIejfv7853x4REZHJDQr2wfrxnbF071mtycoyiQNiIoIwKNhH0xYUFAR7e3tcu3bNYk9ZVcWsl55XN6cmLi4OkyZNwp9//lnlaA8AJCcno2/fvgDuT1yeP38+tm/fjuLiYoSFhWHdunV6z8PhpedERNTY6buC8r///W9s2LABK1euRK9evZCfn4/U1FS4uLggMjLSDJXXnr7f3w1qnR1zYdghIqJHhSiK+Pjjj7Fu3TpcuXIFTZo0QefOnfHGG29Uu8ZdQ8WwYwCGHSIiosanUS4qSERERGRsDDtERERk0Rh2iIiIyKIx7BAREZFFY9ghIiIii8awQ0RERBaNYYeIiIgsGsMOERERWTSGHSIiIrJoDDtERERk0Rh2iIiIyKIx7BAREZFFY9ghIiIii8awQ0RERBaNYYeIiIgsGsMOERERWTSGHSIiIrJoDDtERERk0Rh2iIiIyKIx7BAREZFFY9ghIiIii8awQ0RERBaNYYeIiIgsGsMOERERWTSGHSIiIrJoDDtERERk0Rh2iIiIyKIx7BAREZFFY9ghIiIii8awQ0RERBaNYYeIiIgsmo25CyAiIiLLVKEWcSorD7kFJfBydUC3QCmsrYR6r4Nhh4iIiIwuMVOBpXvPQqEs0bT5SBwQExGEQcE+9VoLT2MRERGRUSVmKjBtW7pW0AGAHGUJpm1LR2Kmol7rYdghIiIio6lQi1i69yzEKrZVti3dexYV6qp6mAbDDhERERnNqaw8nRGdfxIBKJQlOJWVp9WuVquxYsUKtGrVCvb29vDz88M777xjlJo4Z4eIiIiMJreg+qDzsH4LFy7Ep59+itWrV6NXr15QKBQ4f/68UWpi2CEiIiKj8XJ1MLhfQUEBPvzwQ6xduxaRkZEAgJYtW6JXr15GqYmnsYiIiMhougVK4SNxQHUXmAu4f1VWt0Cppu3cuXMoLS1FWFiYSWpi2CEiIiKjsbYSEBMRBAA6gafyeUxEkNZ6O46OjiatiWGHiIiIjGpQsA/Wj+8MmUT7lJZM4oD14zvrrLPTunVrODo64tChQyaph3N2iIiIyOgGBfsgPEim1wrKDg4OWLBgAV577TXY2dmhZ8+euHXrFn7//XdERUXVuRaGHSIiIjIJaysBT7b00KvvokWLYGNjg8WLFyM7Oxs+Pj54+eWXjVKHIIpi/a3q00Dl5+dDIpFAqVTCzc3N3OUQERGRHvT9/uacHSIiIrJoDDtERERk0cwadpYvX46uXbvC1dUVXl5eGD58OC5cuKDVRxRFLFmyBHK5HI6Ojujbty9+//13rT6lpaWYOXMmPD094ezsjKFDh+LGjRv1+VaIiIiogTJr2ElJScH06dNx4sQJJCUloby8HAMGDEBRUZGmT2xsLFatWoW1a9fi9OnTkMlkCA8PR0FBgaZPdHQ0EhISsGPHDhw/fhyFhYUYMmQIKioqzPG2iIiIqAFpUBOUb926BS8vL6SkpKB3794QRRFyuRzR0dFYsGABgPujON7e3lixYgWmTp0KpVKJpk2bYuvWrRg9ejQAIDs7G76+vjhw4AAGDhxY4+tygjIREVHj0ygnKCuVSgCAVHp/CemsrCzk5ORgwIABmj729vbo06cPUlNTAQBpaWlQqVRafeRyOYKDgzV9HlRaWor8/HytBxEREVmmBhN2RFHEnDlz0KtXLwQHBwMAcnJyAADe3t5afb29vTXbcnJyYGdnB3d392r7PGj58uWQSCSah6+vr7HfDhERETUQDSbszJgxA7/++iu++OILnW2CoL3aoiiKOm0PelifhQsXQqlUah7Xr1+vfeFERETUoDWIsDNz5kzs2bMHycnJaN68uaZdJpMBgM4ITW5urma0RyaToaysDHfu3Km2z4Ps7e3h5uam9SAiIiLLZNawI4oiZsyYgZ07d+Lw4cMIDAzU2h4YGAiZTIakpCRNW1lZGVJSUtCjRw8AQJcuXWBra6vVR6FQIDMzU9OHiIiIHl21ujdWeXk5jhw5gsuXL2Ps2LFwdXVFdnY23Nzc4OLiovd+pk+fju3bt2P37t1wdXXVjOBIJBI4OjpCEARER0fj3XffRevWrdG6dWu8++67cHJywtixYzV9o6KiMHfuXHh4eEAqlWLevHkICQlB//79a/P2iIiIyIIYHHauXr2KQYMG4dq1aygtLUV4eDhcXV0RGxuLkpISbNiwQe99rV+/HgDQt29frfa4uDhMmjQJAPDaa6+huLgYr7zyCu7cuYPu3bvjhx9+gKurq6b/6tWrYWNjg1GjRqG4uBhhYWGIj4+HtbW1oW+PiIiILIzB6+wMHz4crq6u2LRpEzw8PPDLL7+gRYsWSElJwQsvvIBLly6ZqlaT4To7REREjY++398Gj+wcP34cP/74I+zs7LTa/f39cfPmTcMrJSIiIjIhgycoq9XqKm/DcOPGDa1TS0REREQNgcFhJzw8HGvWrNE8FwQBhYWFiImJwdNPP23M2oiIiIjqzOA5O9nZ2ejXrx+sra1x6dIlPP7447h06RI8PT1x9OhReHl5mapWk+GcHSIiosbHZHN25HI5MjIysGPHDqSlpUGtViMqKgrjxo2Do6NjnYomIiIiMjaDR3aOHj2KHj16wMZGOyeVl5cjNTUVvXv3NmqB9YEjO0RERI2Pye563q9fP+Tl5em0K5VK9OvXz9DdEREREZmUwWGnuhts3r59G87OzkYpioiIiMhY9J6zM3LkSAD3r76aNGkS7O3tNdsqKirw66+/8l5URERE1ODoHXYkEgmA+yM7rq6uWpOR7ezs8MQTT+DFF180foVEREREdaB32ImLiwMABAQEYN68eTxlRURERI2CwVdjWSJejUVERNT4GHWdnc6dO+PQoUNwd3dHp06dqpygXCk9Pd3waomIiIhMRK+wM2zYMM2E5OHDh5uyHiIiIiKj4mks8DQWERFRY2SyRQWvX7+OGzduaJ6fOnUK0dHR2LhxY+0qJSIiIjIhg8PO2LFjkZycDADIyclB//79cerUKbzxxhtYtmyZ0QskIiIiqguDw05mZia6desGAPjqq68QEhKC1NRUbN++HfHx8cauj4iIiKhODL7ruUql0kxWPnjwIIYOHQoAeOyxx6BQKIxbHRGRhalQiziVlYfcghJ4uTqgW6AU1lbVX+FKRHVncNhp3749NmzYgMGDByMpKQlvvfUWACA7OxseHh5GL5CIyFIkZiqwdO9ZKJQlmjYfiQNiIoIwKNhHp3/fvn0RGhqKNWvW1GOVRJbH4Kuxjhw5ghEjRiA/Px+RkZH47LPPAABvvPEGzp8/j507d5qkUFPi1VhEZGqJmQpM25aOBz9wK8d01o/vrBN48vLyYGtrC1dX13qpkaix0ff7u1aXnldUVCA/Px/u7u6atj///BNOTk7w8vKqXcVmxLBDRKZUoRbRa8VhrRGdfxIAyCQOOL7g/3hKi8gAJrv0HACsra21gg5w/55ZjTHoEBGZ2qmsvGqDDgCIABTKEpzKytNq79u3L6Kjo01bHNEjoFZhh4iI9JdbUH3QqU0/IjIMww4RkYl5uToYtR8RGYZhh4jIxLoFSuEjcUB1s3EE3L8qq1ugtD7LInpk1CnslJRwyJWIqCbWVgJiIoIAQCfwVD6PiQji5GQiEzE47KjVarz11lto1qwZXFxccOXKFQDAokWLsGnTJqMXSERkCQYF+2D9+M6QSbRPVckkDlVedk5ExmPwooJvv/02Nm/ejNjYWLz44oua9pCQEKxevRpRUVFGLZCIyFIMCvZBeJCMKygT1TODw86WLVuwceNGhIWF4eWXX9a0d+jQAefPnzdqcURElsbaSsCTLbnaPFF9Mjjs3Lx5E61atdJpV6vVUKlURimKiIjur1hPRHVn8Jyd9u3b49ixYzrtX3/9NTp16mSUooiIiIiMxeCRnZiYGEyYMAE3b96EWq3Gzp07ceHCBWzZsgX79u0zRY1EREREtWbwyE5ERAS+/PJLHDhwAIIgYPHixTh37hz27t2L8PBwU9RIREREVGu1uhGopeGNQImIiBoffb+/DT6NVamsrAy5ublQq9Va7X5+frXdJREREZHRGRx2Ll26hClTpiA1NVWrXRRFCIKAiooKoxVHREREVFcGh51JkybBxsYG+/btg4+PDwSBi2ERERFRw2Vw2MnIyEBaWhoee+wxU9RDREREZFQGX40VFBSEv//+2xS1EBERERmdXmEnPz9f81ixYgVee+01HDlyBLdv39balp+fb+p6iYiIiAyi12msJk2aaM3NEUURYWFhWn04QZmIiIgaIr3CTnJysqnrICIiIjIJvcJOnz59NH++du0afH19da7CEkUR169fN251RERERHVk8ATlwMBA3Lp1S6c9Ly8PgYGBRimKiIiIyFgMDjuVc3MeVFhYCAcHB6MURURERGQseq+zM2fOHACAIAhYtGgRnJycNNsqKipw8uRJhIaGGr1AIiIiorrQO+z8/PPPAO6P7Pz222+ws7PTbLOzs0PHjh0xb94841dIREREVAd6n8ZKTk5GcnIyIiMj8d1332meJycn4/vvv8cnn3yC1q1bG/TiR48eRUREBORyOQRBwK5du7S2FxYWYsaMGWjevDkcHR3Rrl07rF+/XqtPaWkpZs6cCU9PTzg7O2Po0KG4ceOGQXUQERGR5TJ4zk5cXNxDb6NuiKKiInTs2BFr166tcvvs2bORmJiIbdu24dy5c5g9ezZmzpyJ3bt3a/pER0cjISEBO3bswPHjx1FYWIghQ4ZwvR8iIiICAAiiKIrmLgK4PxcoISEBw4cP17QFBwdj9OjRWLRokaatS5cuePrpp/HWW29BqVSiadOm2Lp1K0aPHg0AyM7Ohq+vLw4cOICBAwfq9dr5+fmQSCRQKpVGC3JERERkWvp+fxs8slOfevXqhT179uDmzZsQRRHJycm4ePGiJsSkpaVBpVJhwIABmp+Ry+UIDg5GampqtfstLS3lbS6IiIgeEQ067Hz00UcICgpC8+bNYWdnh0GDBmHdunXo1asXACAnJwd2dnZwd3fX+jlvb2/k5ORUu9/ly5dDIpFoHr6+viZ9H0RERGQ+DT7snDhxAnv27EFaWhpWrlyJV155BQcPHnzoz1W3FlClhQsXQqlUah5c+ZmIiMhy6X3p+T9dvHgRR44cQW5uLtRqtda2xYsXG6Ww4uJivPHGG0hISMDgwYMBAB06dEBGRgY++OAD9O/fHzKZDGVlZbhz547W6E5ubi569OhR7b7t7e1hb29vlDqJiIioYTM47Hz66aeYNm0aPD09IZPJtEZQBEEwWthRqVRQqVSwstIefLK2ttYErC5dusDW1hZJSUkYNWoUAEChUCAzMxOxsbFGqYOIiIgaN4PDzttvv4133nkHCxYsqPOLFxYW4o8//tA8z8rKQkZGBqRSKfz8/NCnTx/Mnz8fjo6O8Pf3R0pKCrZs2YJVq1YBACQSCaKiojB37lx4eHhAKpVi3rx5CAkJQf/+/etcHxERETV+Bl967ubmhoyMDLRo0aLOL37kyBH069dPpz0yMhLx8fHIycnBwoUL8cMPPyAvLw/+/v546aWXMHv2bM2IUklJCebPn4/t27ejuLgYYWFhWLdunUGTjnnpORERUeOj7/e3wWEnKioKXbt2xcsvv1znIhsKhh0iIqLGR9/vb4NPY7Vq1QqLFi3CiRMnEBISAltbW63ts2bNMrxaIiIiIhMxeGQnMDCw+p0JAq5cuVLnouobR3aIiIgaH5ON7GRlZdWpMCIiosasQi3iVFYecgtK4OXqgG6BUlhbVb+2G5lfrdbZqVQ5KPSwBfyIiIgsRWKmAkv3noVCWaJp85E4ICYiCIOCfcxYGT1MrVZQ3rJlC0JCQuDo6AhHR0d06NABW7duNXZtREREDUZipgLTtqVrBR0AyFGWYNq2dCRmKsxUGdXE4JGdVatWYdGiRZgxYwZ69uwJURTx448/4uWXX8bff/+N2bNnm6JOIiIis6lQi1i69yyqmuQqAhAALN17FuFBMp7SaoAMDjsff/wx1q9fj4kTJ2rahg0bhvbt22PJkiUMO0REZHFOZeXpjOj8kwhAoSzBqaw8PNnSo/4KI70YfBpLoVBUed+pHj16QKHgEB4REVme3ILqg87D+iUmJqJXr15o0qQJPDw8MGTIEFy+fNkUJdJDGBx2WrVqha+++kqn/csvv0Tr1q2NUhQREVFD4uXqUKt+RUVFmDNnDk6fPo1Dhw7BysoKI0aM0LmJNpmWwaexli5ditGjR+Po0aPo2bMnBEHA8ePHcejQoSpDEBERUWPXLVAKH4kDcpQlVc7bEQDIJPcvQ/+nZ555Ruv5pk2b4OXlhbNnzyI4ONh0BZMWg0d2nnnmGZw8eRKenp7YtWsXdu7cCU9PT5w6dQojRowwRY1ERERmZW0lICYiCMD9YPNPlc9jIoJ0JidfvnwZY8eORYsWLeDm5qZZmPfatWsmrpj+qVbr7HTp0gXbtm0zdi1EREQN1qBgH6wf31lnnR3ZQ9bZiYiIgK+vLz799FPI5XKo1WoEBwejrKysPkt/5NVpUUEiIqJHyaBgH4QHyfRaQfn27ds4d+4cPvnkE/zrX/8CABw/fry+SyYw7BARERnE2krQ6/Jyd3d3eHh4YOPGjfDx8cG1a9fw+uuv10OF9KBaraBMRERED2dlZYUdO3YgLS0NwcHBmD17Nt5//31zl/VI4sgOERGRifTv3x9nz57Vaqu8ryTVH4NHdqZMmYKCggKd9qKiIkyZMsUoRREREREZiyAaGDGtra2hUCjg5eWl1f73339DJpOhvLzcqAXWh/z8fEgkEiiVSri5uZm7HKJGp0It6jVhk4jImPT9/tb7NFZ+fj5EUYQoiigoKICDw/9WiayoqMCBAwd0AhARWb7ETIXOpbg+D7kUt2/fvggNDcWaNWvqsUoiepTpHXaaNGkCQRAgCALatGmjs10QBCxdutSoxRFRw5aYqcC0bek6K8rmKEswbVs61o/vXGXgISKqT3qHneTkZIiiiP/7v//Dt99+C6n0f0ti29nZwd/fH3K53CRFElHDU6EWsXTv2SqXzhdxf1XZpXvPIjxIxlNaRGRWeoedPn36AACysrLg6+sLKytetU70KDuVlad16upBIgCFsgSnsvJ01iQpLy/HjBkzsG3bNlhbW2PatGl46623IAgMRURkfAZfeu7v74+7d+/i1KlTyM3N1blz68SJE41WHBE1XLkF1Qedmvpt3rwZUVFROHnyJM6cOYOXXnoJ/v7+ePHFF41dJhGR4WFn7969GDduHIqKiuDq6qr1PzFBEBh2iB4RXq4ONXeqpp+vry9Wr14NQRDQtm1b/Pbbb1i9ejXDDhGZhMHnoubOnatZa+fu3bu4c+eO5pGXl2eKGomoAeoWKIWPxEHnDtCVBNy/KqtboFRn2xNPPKH1H6Unn3wSly5dQkVFhWmKJaJHmsFh5+bNm5g1axacnJxMUQ8RNRLWVgJiIoIAQCfwVD6PiQji5GQiMjuDw87AgQNx5swZU9RCRI3MoGAfrB/fGTKJ9qkqmcThoZednzhxQud569atYW1tbbJaiejRZfCcncGDB2P+/Pk4e/YsQkJCYGtrq7V96NChRiuOiBq+QcE+CA+SGbSC8vXr1zFnzhxMnToV6enp+Pjjj7Fy5cp6rJqIHiUG3y7iYZecC4LQKM+583YRRPWnb9++aN++PdRqNbZv3w5ra2tMnToV7777Li89JyKD6Pv9bXDYsUQMO0RERI2Pvt/fdVoZsKREv3U2iIiIiMzF4LBTUVGBt956C82aNYOLiwuuXLkCAFi0aBE2bdpk9AKJiIiI6sLgsPPOO+8gPj4esbGxsLOz07SHhITgv//9r1GLIyIiIqorg8POli1bsHHjRowbN07rMtEOHTrg/PnzRi2OiIiIqK5qtahgq1atdNrVajVUKpVRiiIiIiIyFoPDTvv27XHs2DGd9q+//hqdOnUySlFERERExmLwooIxMTGYMGECbt68CbVajZ07d+LChQvYsmUL9u3bZ4oaiYiIiGrN4JGdiIgIfPnllzhw4AAEQcDixYtx7tw57N27F+Hh4aaokYiIiKjWuKgguKggERFRY6Tv97fBp7EqnTlzBufOnYMgCGjXrh26dOlS210RERERmYzBYefGjRt4/vnn8eOPP6JJkyYAgLt376JHjx744osv4Ovra+waiYiIiGrN4Dk7U6ZMgUqlwrlz55CXl4e8vDycO3cOoigiKirKFDUSERER1ZrBc3YcHR2Rmpqqc5l5eno6evbsieLiYqMWWB84Z4eIiKjxMdmNQP38/KpcPLC8vBzNmjUzdHdEREREJmVw2ImNjcXMmTNx5swZVA4KnTlzBq+++io++OADoxdIREREVBcGn8Zyd3fHvXv3UF5eDhub+/ObK//s7Oys1TcvL894lZoQT2MRERE1Pia79HzNmjV1qYuIiIioXhkcdiIjI4324kePHsX777+PtLQ0KBQKJCQkYPjw4Vp9zp07hwULFiAlJQVqtRrt27fHV199BT8/PwBAaWkp5s2bhy+++ALFxcUICwvDunXr0Lx5c6PVSURERI2XwXN20tPT8dtvv2me7969G8OHD8cbb7yBsrIyg/ZVVFSEjh07Yu3atVVuv3z5Mnr16oXHHnsMR44cwS+//IJFixbBwcFB0yc6OhoJCQnYsWMHjh8/jsLCQgwZMgQVFRWGvjUiIiKyQAbP2enatStef/11PPPMM7hy5QqCgoIwcuRInD59GoMHD671aS5BEHRGdsaMGQNbW1ts3bq1yp9RKpVo2rQptm7ditGjRwMAsrOz4evriwMHDmDgwIF6vTbn7BARETU+Jrv0/OLFiwgNDQUAfP311+jTpw+2b9+O+Ph4fPvtt7Uu+EFqtRr79+9HmzZtMHDgQHh5eaF79+7YtWuXpk9aWhpUKhUGDBigaZPL5QgODkZqamq1+y4tLUV+fr7Wg4iIiCyTwWFHFEWo1WoAwMGDB/H0008DAHx9ffH3338brbDc3FwUFhbivffew6BBg/DDDz9gxIgRGDlyJFJSUgAAOTk5sLOzg7u7u9bPent7Iycnp9p9L1++HBKJRPPgLS6IiIgsl8Fh5/HHH8fbb7+NrVu3IiUlBYMHDwYAZGVlwdvb22iFVQaqYcOGYfbs2QgNDcXrr7+OIUOGYMOGDQ/9WVEUIQhCtdsXLlwIpVKpeVy/ft1odRMREVHDYnDYWbNmDdLT0zFjxgy8+eabaNWqFQDgm2++QY8ePYxWmKenJ2xsbBAUFKTV3q5dO1y7dg0AIJPJUFZWhjt37mj1yc3NfWjwsre3h5ubm9aDiIiILJPBl5536NBB62qsSu+//z6sra2NUhQA2NnZoWvXrrhw4YJW+8WLF+Hv7w8A6NKlC2xtbZGUlIRRo0YBABQKBTIzMxEbG2u0WoiIiKjxMjjsVOefl4Prq7CwEH/88YfmeVZWFjIyMiCVSuHn54f58+dj9OjR6N27N/r164fExETs3bsXR44cAQBIJBJERUVh7ty58PDwgFQqxbx58xASEoL+/fsb660RERFRI2bwpefGdOTIEfTr10+nPTIyEvHx8QCAzz77DMuXL8eNGzfQtm1bLF26FMOGDdP0LSkpwfz587F9+3atRQUNmXTMS8+JiIgaH32/v80adhoKhh0iIqLGx2Tr7BARERE1JnUOOxUVFcjIyNC5IoqIiIioITA47ERHR2PTpk0A7gedPn36oHPnzvD19dVMHCYiIiJqKAwOO9988w06duwIANi7dy+ysrJw/vx5REdH48033zR6gURERER1YXDY+fvvvyGTyQAABw4cwHPPPYc2bdogKiqqyvV3iIiIiMzJ4LDj7e2Ns2fPoqKiAomJiZr1bO7du2fURQWJiIiIjMHgRQUnT56MUaNGwcfHB4IgIDw8HABw8uRJPPbYY0YvkIiIiKguDA47S5YsQXBwMK5fv47nnnsO9vb2AABra2u8/vrrRi+QiIiIqC7qtKhgSUlJrW4T0dBwUUEiIqLGx2SLClZUVOCtt95Cs2bN4OLigitXrgAAFi1apLkknYiIiKihMDjsvPPOO4iPj0dsbCzs7Ow07SEhIfjvf/9r1OKIiIiI6srgsLNlyxZs3LgR48aN07r6qkOHDjh//rxRiyMiIiKqK4PDzs2bN9GqVSuddrVaDZVKZZSiiIiIiIzF4LDTvn17HDt2TKf966+/RqdOnYxSFBEREZGxGHzpeUxMDCZMmICbN29CrVZj586duHDhArZs2YJ9+/aZokYiIiKiWjN4ZCciIgJffvklDhw4AEEQsHjxYpw7dw579+7VLDBIRERE1FDUaZ0dS8F1doiIiBofk62z06JFC9y+fVun/e7du2jRooWhuyMiIiIyKYPDzp9//omKigqd9tLSUty8edMoRREREREZi94TlPfs2aP58/fffw+JRKJ5XlFRgUOHDiEgIMCoxRERERHVld5hZ/jw4QAAQRAQGRmptc3W1hYBAQFYuXKlUYsjIiIiqiu9w45arQYABAYG4vTp0/D09DRZUURERETGYvA6O1lZWaaog4iIiMgkDA47y5Yte+j2xYsX17oYIiIiImMzOOwkJCRoPVepVMjKyoKNjQ1atmzJsENEREQNisFh5+eff9Zpy8/Px6RJkzBixAijFEVERERkLAavs1MVNzc3LFu2DIsWLTLG7oiIiIiMxihhB7i/grJSqTTW7oiIiIiMwuDTWB999JHWc1EUoVAosHXrVgwaNMhohREREREZg8FhZ/Xq1VrPrays0LRpU0RGRmLhwoVGK4yIiIjIGLjODhEREVk0o83ZISIiImqIDB7ZKSoqwnvvvYdDhw4hNzdXcxuJSleuXDFacUSkq0It4lRWHnILSuDl6oBugVJYWwnmLouIqMEyOOy88MILSElJwYQJE+Dj4wNB4IcsUX1JzFRg6d6zUChLNG0+EgfERARhULCPVt++ffsiNDQUa9asqecqiYgaFoPDznfffYf9+/ejZ8+epqiHiKqRmKnAtG3pEB9oz1GWYNq2dKwf31kn8BARUS3m7Li7u0MqlZqiFiKqRoVaxNK9Z3WCDgBN29K9Z1GhrqoHEdGjzeCw89Zbb2Hx4sW4d++eKeohoiqcysrTOnX1IBGAQlmCU1l5Wu1qtRqvvfYapFIpZDIZlixZYtpCiYgaIINPY61cuRKXL1+Gt7c3AgICYGtrq7U9PT3daMUR0X25BdUHnYf127x5M+bMmYOTJ0/ip59+wqRJk9CzZ0+Eh4ebokwiogbJ4LAzfPhwE5RBRA/j5epQq34dOnRATEwMAKB169ZYu3YtDh06xLBDRI8Ug8NO5QcnEdWfboFS+EgckKMsqXLejgBAJrl/Gfo/dejQQeu5j48PcnNzTVcoEVEDxEUFiRoBaysBMRFBAO4Hm3+qfB4TEaSz3s6Dp5kFQdBZG4uIyNLpFXakUin+/vtvAP+7Gqu6BxGZxqBgH6wf3xkyifapKpnEgZedExE9hF6nsVavXg1XV1cA4AJlRGY0KNgH4UEyrqBMRGQAvcJOZGRklX8movpnbSXgyZYe5i6DiKjREERRrNUqZLm5uVXeG+vBCZGNQX5+PiQSCZRKJdzc3MxdDhEREelB3+9vg6/GSktLQ2RkJM6dO4cHc5IgCKioqDC8WiIiIiITMTjsTJ48GW3atMGmTZvg7e3NG4ESERFRg2bwpedZWVmIjY1F9+7dERAQAH9/f62HIY4ePYqIiAjI5XIIgoBdu3ZV23fq1KkQBEFngnRpaSlmzpwJT09PODs7Y+jQobhx44ahb4uIiIgslMFhJywsDL/88otRXryoqAgdO3bE2rVrH9pv165dOHnyJORyuc626OhoJCQkYMeOHTh+/DgKCwsxZMgQnk4jIiIiALU4jfXf//4XkZGRyMzMRHBwsM6iZUOHDtV7X0899RSeeuqph/a5efMmZsyYge+//x6DBw/W2qZUKrFp0yZs3boV/fv3BwBs27YNvr6+OHjwIAYOHKh3LURERGSZDA47qampOH78OL777judbcaeoKxWqzFhwgTMnz8f7du319melpYGlUqFAQMGaNrkcjmCg4ORmprKsENERESGn8aaNWsWJkyYAIVCAbVarfUw9qmjFStWwMbGBrNmzapye05ODuzs7ODu7q7V7u3tjZycnGr3W1paivz8fK0HERERWSaDw87t27cxe/ZseHt7m6IejbS0NHz44YeIj483+IovURQf+jPLly+HRCLRPHx9fetaLhERETVQBoedkSNHIjk52RS1aDl27Bhyc3Ph5+cHGxsb2NjY4OrVq5g7dy4CAgIAADKZDGVlZbhz547Wz+bm5j40jC1cuBBKpVLzuH79uinfChEREZmRwXN22rRpg4ULF+L48eMICQnRmaBc3SknQ02YMEEz6bjSwIEDMWHCBEyePBkA0KVLF9ja2iIpKQmjRo0CACgUCmRmZiI2Nrbafdvb28Pe3t4odRIREVHDVqursVxcXJCSkoKUlBStbYIgGBR2CgsL8ccff2ieZ2VlISMjA1KpFH5+fvDw0L7/j62tLWQyGdq2bQsAkEgkiIqKwty5c+Hh4QGpVIp58+YhJCREJygRERHRo8ngsJOVlWW0Fz9z5gz69euneT5nzhwA9282Gh8fr9c+Vq9eDRsbG4waNQrFxcUICwtDfHw8rK2tjVYnERERNV61vhGoJeGNQImIiBoffb+/DZ6gTERERNSYMOwQERGRRWPYISIiIovGsENEREQWzeCwExAQgGXLluHatWumqIeIiIjIqAwOO3PnzsXu3bvRokULhIeHY8eOHSgtLTVFbURERER1ZnDYmTlzJtLS0pCWloagoCDMmjULPj4+mDFjBtLT001RIxEREVGt1XmdHZVKhXXr1mHBggVQqVQIDg7Gq6++ismTJxt8A09z4To7REREjY++398Gr6BcSaVSISEhAXFxcUhKSsITTzyBqKgoZGdn480338TBgwexffv22u6eiIiIyCgMDjvp6emIi4vDF198AWtra0yYMAGrV6/GY489pukzYMAA9O7d26iFEhEREdWGwWGna9euCA8Px/r16zF8+HCdu54DQFBQEMaMGWOUAomIiIjqwuCwc+XKFfj7+z+0j7OzM+Li4mpdFBEREZGxGHw1Vk1Bh4iIiKgh0Wtkx93dXe8rq/Ly8upUEBEREZEx6RV21qxZY+IyiIiIiExDr7ATGRlp6jqIiIiITEKvsJOfn69ZrCc/P/+hfbkoHxERETUkes/ZUSgU8PLyQpMmTaqcvyOKIgRBQEVFhdGLJCIiIqotvcLO4cOHIZVKAQDJyckmLYiIHq5CLeJUVh5yC0rg5eqAboFSWFs1jluzEBGZQ53vjWUJeG8saiwSMxVYuvcsFMoSTZuPxAExEUEYFOyj1VcURUydOhXffPMN7ty5g59//hmhoaH1XDERkemY/N5Y9+7dw7Vr11BWVqbV3qFDh9rukogeIjFTgWnb0vHg/05ylCWYti0d68d31go8iYmJiI+Px5EjR9CiRQt4enrWb8FERA2EwWHn1q1bmDx5Mr777rsqt3PODpHxVahFLN17VifoAIAIQACwdO9ZhAfJNKe0Ll++DB8fH/To0aM+SyUianAMXkE5Ojoad+7cwYkTJ+Do6IjExERs3rwZrVu3xp49e0xRI9Ej71RWntapqweJABTKEpzKur+o56RJkzBz5kxcu3YNgiAgICCgfgolImqADB7ZOXz4MHbv3o2uXbvCysoK/v7+CA8Ph5ubG5YvX47Bgwebok6iR1puQfVBp6p+H374IVq2bImNGzfi9OnTsLa2NmV5REQNmsEjO0VFRfDy8gIASKVS3Lp1CwAQEhKC9PR041ZHRAAAL1cHg/pJJBK4urrC2toaMpkMTZs2NWV5REQNmsFhp23btrhw4QIAIDQ0FJ988glu3ryJDRs2wMfHp4afJqLa6BYohY/EAdVdYC7g/lVZ3QKl9VkWEVGjUKs5OwqFAgAQExODxMRE+Pn54aOPPsK7775r9AKJCLC2EhATEQQAOoGn8nlMRBDX2yEiqoLBc3bGjRun+XOnTp3w559/4vz58/Dz8+OlrUQmNCjYB+vHd9ZZZ0dWzTo7RER0X63X2ank5OSEzp07G6MWIqrBoGAfhAfJuIIyEZEB9Ao7c+bM0XuHq1atqnUxRFQzaysBT7b0MHcZRESNhl63i+jXr5/W87S0NFRUVKBt27YAgIsXL8La2hpdunTB4cOHTVOpCfF2EURERI2PUW8X8c+bf65atQqurq7YvHkz3N3dAQB37tzB5MmT8a9//auOZRMREREZl8E3Am3WrBl++OEHtG/fXqs9MzMTAwYMQHZ2tlELrA8c2SEiImp89P3+NvjS8/z8fPz111867bm5uSgoKDB0d0REREQmZXDYGTFiBCZPnoxvvvkGN27cwI0bN/DNN98gKioKI0eONEWNRERERLVm8KXnGzZswLx58zB+/HioVKr7O7GxQVRUFN5//32jF0hERERUFwbP2alUVFSEy5cvQxRFtGrVCs7Ozsaurd5wzg4REVHjY9Srsari7OyMDh061PbHiYiIiOqFwXN2iIiIiBoThh0iIiKyaAw7REREZNEYdoiIiMiiMewQERGRRWPYISIiIovGsENEREQWjWGHiIiILBrDDhEREVm0Wq+gTGTpKtQiTmXlIbegBF6uDugWKIW1lWDusoiIyEBmHdk5evQoIiIiIJfLIQgCdu3apdmmUqmwYMEChISEwNnZGXK5HBMnTkR2drbWPkpLSzFz5kx4enrC2dkZQ4cOxY0bN+r5nZClScxUoNeKw3j+0xN4dUcGnv/0BHqtOIzETIXe++jbty+io6NNVyQREenFrGGnqKgIHTt2xNq1a3W23bt3D+np6Vi0aBHS09Oxc+dOXLx4EUOHDtXqFx0djYSEBOzYsQPHjx9HYWEhhgwZgoqKivp6G2RhEjMVmLYtHQpliVZ7jrIE07alGxR4iIjI/Mx6Guupp57CU089VeU2iUSCpKQkrbaPP/4Y3bp1w7Vr1+Dn5welUolNmzZh69at6N+/PwBg27Zt8PX1xcGDBzFw4ECTvweyLBVqEUv3noVYxTYRgABg6d6zCA+S8ZQWEVEj0agmKCuVSgiCgCZNmgAA0tLSoFKpMGDAAE0fuVyO4OBgpKamVruf0tJS5Ofnaz2IAOBUVp7OiM4/iQAUyhKcysrTai8qKsLEiRPh4uICHx8frFy50sSVEhGRvhpN2CkpKcHrr7+OsWPHws3NDQCQk5MDOzs7uLu7a/X19vZGTk5Otftavnw5JBKJ5uHr62vS2qnxyC2oPug8rN/8+fORnJyMhIQE/PDDDzhy5AjS0tJMUSIRERmoUYQdlUqFMWPGQK1WY926dTX2F0URglD9KYaFCxdCqVRqHtevXzdmudSIebk6GNyvsLAQmzZtwgcffIDw8HCEhIRg8+bNnDdGRNRANPiwo1KpMGrUKGRlZSEpKUkzqgMAMpkMZWVluHPnjtbP5Obmwtvbu9p92tvbw83NTetBBADdAqXwkTiguqgsAPCR3L8MvdLly5dRVlaGJ598UtMmlUrRtm1b0xZLRER6adBhpzLoXLp0CQcPHoSHh4fW9i5dusDW1lZrIrNCoUBmZiZ69OhR3+WSBbC2EhATEQQAOoGn8nlMRJDW5GRRrGo6MxERNRRmDTuFhYXIyMhARkYGACArKwsZGRm4du0aysvL8eyzz+LMmTP4/PPPUVFRgZycHOTk5KCsrAzA/Su2oqKiMHfuXBw6dAg///wzxo8fj5CQEM3VWUSGGhTsg/XjO0Mm0T6lJZM4YP34zhgU7KPV3qpVK9ja2uLEiROatjt37uDixYv1Ui8RET2cWS89P3PmDPr166d5PmfOHABAZGQklixZgj179gAAQkNDtX4uOTkZffv2BQCsXr0aNjY2GDVqFIqLixEWFob4+HhYW1vXy3sgyzQo2AfhQTK9VlB2cXFBVFQU5s+fDw8PD3h7e+PNN9+ElVWDHjglInpkCCLH4JGfnw+JRAKlUsn5O1QrhYWFmDZtGnbu3AlXV1fMnTsX+/fvR2hoKNasWWPu8oiILJK+398MO2DYISIiaoz0/f7mODsRERFZNIYdIiIismgMO0RERGTRGHaIiIjIojHsEBERkUVj2CEiIiKLxrBDREREFo1hh4iIiCwaww4RERFZNIYdIiIismgMO0RERGTRGHaIiIjIojHsEBERkUVj2CEiIiKLxrBDREREFo1hh4iIiCwaww4RERFZNIYdIiIismgMO0RERGTRGHaIiIjIojHsEBERkUVj2CEiIiKLxrBDREREFo1hh4iIiCwaww4RERFZNIYdIiIismgMO0RERGTRGHaIiIjIojHsEBERkUVj2CEiIiKLxrBDREREFs3G3AVYqgq1iFNZecgtKIGXqwO6BUphbSWYuywiIqJHDsOOCSRmKrB071kolCWaNh+JA2IigjAo2MeMlRERET16eBrLyBIzFZi2LV0r6ABAjrIE07alIzFTYabKiIiIHk0MO0ZUoRaxdO9ZiFVsq2xbuvcsKtRV9SAiIiJTYNgxolNZeTojOv8kAlAoS3AqK0+rvaCgAOPGjYOzszN8fHywevVq9O3bF9HR0aYtmIiI6BHAsGNEuQXVB52H9ZszZw5+/PFH7NmzB0lJSTh27BjS09NNUSIREdEjhxOUjcjL1cHgfgUFBdi8eTO2b9+OsLAwAEBcXBzkcrlJaiQiInrUcGTHiLoFSuEjcUB1F5gLuH9VVrdAqabtypUrUKlU6Natm6ZNIpGgbdu2pi2WiIjoEcGwY0TWVgJiIoIAQCfwVD6PiQjSWm9HFO9PVhYE7Z+obCciIqK6YdgxskHBPlg/vjNkEu1TWjKJA9aP76yzzk7Lli1ha2uLU6dOadry8/Nx6dKleqmXiIjI0nHOjgkMCvZBeJBMrxWUXV1dERkZifnz50MqlcLLywsxMTGwsrLSGe0hIiIiwzHsmIi1lYAnW3ro1XfVqlV4+eWXMWTIELi5ueG1117D9evX4eCg34RnIiIiqh5PYzUArq6u+Pzzz1FUVASFQoGXXnoJFy5cQKtWrcxdGhERUaPHkZ0G4Oeff8b58+fRrVs3KJVKLFu2DAAwbNgwM1dGRETU+DHsNBAffPABLly4ADs7O3Tp0gXHjh2Dp6enucsiIiJq9Mx6Guvo0aOIiIiAXC6HIAjYtWuX1nZRFLFkyRLI5XI4Ojqib9+++P3337X6lJaWYubMmfD09ISzszOGDh2KGzdu1OO7qLtOnTohLS0NhYWFyMvLQ1JSEkJCQsxdFhERkUUwa9gpKipCx44dsXbt2iq3x8bGYtWqVVi7di1Onz4NmUyG8PBwFBQUaPpER0cjISEBO3bswPHjx1FYWIghQ4agoqKivt4GERERNWCC2EBWrxMEAQkJCRg+fDiA+6M6crkc0dHRWLBgAYD7ozje3t5YsWIFpk6dCqVSiaZNm2Lr1q0YPXo0ACA7Oxu+vr44cOAABg4cqNdr5+fnQyKRQKlUws3NzSTvj4iIiIxL3+/vBns1VlZWFnJycjBgwABNm729Pfr06YPU1FQAQFpaGlQqlVYfuVyO4OBgTR8iIiJ6tDXYCco5OTkAAG9vb612b29vXL16VdPHzs4O7u7uOn0qf74qpaWlKC0t1TzPz883VtlERETUwDTYkZ1KVd0zqqaVhWvqs3z5ckgkEs3D19fXKLUSERFRw9NgR3ZkMhmA+6M3Pj7/u59Ubm6uZrRHJpOhrKwMd+7c0Rrdyc3NRY8ePard98KFCzFnzhzNc6VSCT8/P47wEBERNSKV39s1TT9usGEnMDAQMpkMSUlJ6NSpEwCgrKwMKSkpWLFiBQCgS5cusLW1RVJSEkaNGgUAUCgUyMzMRGxsbLX7tre3h729veZ55cHiCA8REVHjU1BQAIlEUu12s4adwsJC/PHHH5rnWVlZyMjIgFQqhZ+fH6Kjo/Huu++idevWaN26Nd599104OTlh7NixAACJRIKoqCjMnTsXHh4ekEqlmDdvHkJCQtC/f3+965DL5bh+/TpcXV2NevPN/Px8+Pr64vr167zKSw88XvrjsdIfj5X+eKz0x2OlP1MeK1EUUVBQALlc/tB+Zg07Z86cQb9+/TTPK08tRUZGIj4+Hq+99hqKi4vxyiuv4M6dO+jevTt++OEHuLq6an5m9erVsLGxwahRo1BcXIywsDDEx8fD2tpa7zqsrKzQvHlz472xB7i5ufEfgwF4vPTHY6U/Hiv98Vjpj8dKf6Y6Vg8b0anUYNbZsURcv8cwPF7647HSH4+V/nis9Mdjpb+GcKwa/NVYRERERHXBsGNC9vb2iImJ0ZoMTdXj8dIfj5X+eKz0x2OlPx4r/TWEY8XTWERERGTROLJDREREFo1hh4iIiCwaww4RERFZNIYdIiIismgMO0Zy8+ZNjB8/Hh4eHnByckJoaCjS0tI020VRxJIlSyCXy+Ho6Ii+ffvi999/N2PF5vOwY6VSqbBgwQKEhITA2dkZcrkcEydORHZ2tpmrNo+afq/+aerUqRAEAWvWrKnfIhsIfY7VuXPnMHToUEgkEri6uuKJJ57AtWvXzFSx+dR0rAoLCzFjxgw0b94cjo6OaNeuHdavX2/Gis0jICAAgiDoPKZPnw6An+sPetjxMvdnO8OOEdy5cwc9e/aEra0tvvvuO5w9exYrV65EkyZNNH1iY2OxatUqrF27FqdPn4ZMJkN4eDgKCgrMV7gZ1HSs7t27h/T0dCxatAjp6enYuXMnLl68iKFDh5q3cDPQ5/eq0q5du3Dy5Mkal0y3VPocq8uXL6NXr1547LHHcOTIEfzyyy9YtGgRHBwczFe4GehzrGbPno3ExERs27YN586dw+zZszFz5kzs3r3bfIWbwenTp6FQKDSPpKQkAMBzzz0HgJ/rD3rY8TL7Z7tIdbZgwQKxV69e1W5Xq9WiTCYT33vvPU1bSUmJKJFIxA0bNtRHiQ1GTceqKqdOnRIBiFevXjVRVQ2Tvsfqxo0bYrNmzcTMzEzR399fXL16temLa2D0OVajR48Wx48fX08VNVz6HKv27duLy5Yt02rr3Lmz+O9//9uUpTV4r776qtiyZUtRrVbzc10P/zxeVanPz3aO7BjBnj178Pjjj+O5556Dl5cXOnXqhE8//VSzPSsrCzk5ORgwYICmzd7eHn369EFqaqo5Sjabmo5VVZRKJQRBqHJEw5Lpc6zUajUmTJiA+fPno3379maq1PxqOlZqtRr79+9HmzZtMHDgQHh5eaF79+7YtWuX+Yo2E31+r3r16oU9e/bg5s2bEEURycnJuHjxIgYOHGimqs2vrKwM27Ztw5QpUyAIAj/Xa/Dg8apKvX62mzxOPQLs7e1Fe3t7ceHChWJ6erq4YcMG0cHBQdy8ebMoiqL4448/igDEmzdvav3ciy++KA4YMMAcJZtNTcfqQcXFxWKXLl3EcePG1XOl5qfPsXr33XfF8PBwzf+cHtWRnZqOlUKhEAGITk5O4qpVq8Sff/5ZXL58uSgIgnjkyBEzV1+/9Pm9Ki0tFSdOnCgCEG1sbEQ7Oztxy5YtZqza/L788kvR2tpa8znOz/WHe/B4Pai+P9sZdozA1tZWfPLJJ7XaZs6cKT7xxBOiKP7vH0V2drZWnxdeeEEcOHBgvdXZENR0rP6prKxMHDZsmNipUydRqVTWV4kNRk3H6syZM6K3t7fWh8mjGnZqOlY3b94UAYjPP/+8Vp+IiAhxzJgx9VZnQ6DPv8H3339fbNOmjbhnzx7xl19+ET/++GPRxcVFTEpKqu9yG4wBAwaIQ4YM0Tzn5/rDPXi8/skcn+08jWUEPj4+CAoK0mpr166d5ioPmUwGAMjJydHqk5ubC29v7/opsoGo6VhVUqlUGDVqFLKyspCUlPRI3lW4pmN17Ngx5Obmws/PDzY2NrCxscHVq1cxd+5cBAQEmKFi86npWHl6esLGxkav3z1LV9OxKi4uxhtvvIFVq1YhIiICHTp0wIwZMzB69Gh88MEH5ijZ7K5evYqDBw/ihRde0LTxc716VR2vSub6bGfYMYKePXviwoULWm0XL16Ev78/ACAwMBAymUwzMx24fz4zJSUFPXr0qNdaza2mYwX87x/DpUuXcPDgQXh4eNR3mQ1CTcdqwoQJ+PXXX5GRkaF5yOVyzJ8/H99//705Sjabmo6VnZ0dunbtWuPv3qOgpmOlUqmgUqlgZaX99WBtbQ21Wl1vdTYkcXFx8PLywuDBgzVt/FyvXlXHCzDzZ3u9jB9ZuFOnTok2NjbiO++8I166dEn8/PPPRScnJ3Hbtm2aPu+9954okUjEnTt3ir/99pv4/PPPiz4+PmJ+fr4ZK69/NR0rlUolDh06VGzevLmYkZEhKhQKzaO0tNTM1dcvfX6vHvSonsbS51jt3LlTtLW1FTdu3CheunRJ/Pjjj0Vra2vx2LFjZqy8/ulzrPr06SO2b99eTE5OFq9cuSLGxcWJDg4O4rp168xYuXlUVFSIfn5+4oIFC3S28XNdV3XHy9yf7Qw7RrJ3714xODhYtLe3Fx977DFx48aNWtvVarUYExMjymQy0d7eXuzdu7f422+/mala83rYscrKyhIBVPlITk42X9FmUtPv1YMe1bAjivodq02bNomtWrUSHRwcxI4dO4q7du0yQ6XmV9OxUigU4qRJk0S5XC46ODiIbdu2FVeuXFntJcSW7PvvvxcBiBcuXNDZxs91XdUdL3N/tguiKIr1N45EREREVL84Z4eIiIgsGsMOERERWTSGHSIiIrJoDDtERERk0Rh2iIiIyKIx7BAREZFFY9ghIiIii8awQ0SNwvnz5/HEE0/AwcEBoaGhVfYRRREvvfQSpFIpBEFARkZGtfsTBAG7du0ySa3/FBAQgDVr1pj8dYioejbmLoCILMutW7cgl8uhVCphZ2cHiUSCc+fOwc/Pr077jYmJgbOzMy5cuAAXF5cq+yQmJiI+Ph5HjhxBixYt4OnpWe3+FAoF3N3d61QTETUODDtEZFQ//fQTQkND4eTkhJMnT0IqldY56ADA5cuXMXjw4IfeuPPy5cvw8fF56I0Yy8rKYGdnp7lrNRFZPp7GIiKjSk1NRc+ePQEAx48f1/z5YdRqNZYtW4bmzZvD3t4eoaGhSExM1GwXBAFpaWlYtmwZBEHAkiVLdPYxadIkzJw5E9euXYMgCAgICAAA9O3bFzNmzMCcOXPg6emJ8PBwzT7/eRrr5s2bGD16NNzd3eHh4YFhw4bhzz//1Nr/8OHD8cEHH8DHxwceHh6YPn06VCqVpk9ubi4iIiLg6OiIwMBAfP755zp1LlmyBH5+frC3t4dcLsesWbNqPD5EVDcc2SGiOrt27Ro6dOgAALh37x6sra0RHx+P4uJiCIKAJk2aYOzYsVi3bl2VP//hhx9i5cqV+OSTT9CpUyd89tlnGDp0KH7//Xe0bt0aCoUC/fv3x6BBgzBv3rwqT2N9+OGHaNmyJTZu3IjTp0/D2tpas23z5s2YNm0afvzxR1R1O8B79+6hX79++Ne//oWjR4/CxsYGb7/9NgYNGoRff/0VdnZ2AIDk5GT4+PggOTkZf/zxB0aPHo3Q0FC8+OKLAO4HouvXr+Pw4cOws7PDrFmzkJubq3mdb775BqtXr8aOHTvQvn175OTk4Jdffqn9gSci/Zj8VqNEZPFUKpWYlZUl/vLLL6Ktra2YkZEh/vHHH6KLi4uYkpIiZmVlibdu3ar25+VyufjOO+9otXXt2lV85ZVXNM87duwoxsTEPLSO1atXi/7+/lptffr0EUNDQ3X6AhATEhJEUbx/N/S2bdtq3dW7tLRUdHR0FL///ntRFEUxMjJS9Pf3F8vLyzV9nnvuOXH06NGiKIrihQsXRADiiRMnNNvPnTsnAtDciX7lypVimzZtxLKysoe+DyIyLp7GIqI6s7GxQUBAAM6fP4+uXbuiY8eOyMnJgbe3N3r37o2AgIBqJwvn5+cjOztb53RXz549ce7cOaPU9/jjjz90e1paGv744w+4urrCxcUFLi4ukEqlKCkpweXLlzX92rdvrzVi5OPjoxm5OXfuHGxsbLRe67HHHkOTJk00z5977jkUFxejRYsWePHFF5GQkIDy8nKjvEciqh5PYxFRnbVv3x5Xr16FSqWCWq2Gi4sLysvLUV5eDhcXF/j7++P3339/6D4EQdB6LoqiTlttOTs7P3S7Wq1Gly5dqpxj07RpU82fbW1ttbYJggC1Wg0AmtNjD6vZ19cXFy5cQFJSEg4ePIhXXnkF77//PlJSUnT2TUTGw5EdIqqzAwcOICMjAzKZDNu2bUNGRgaCg4OxZs0aZGRk4MCBA9X+rJubG+RyOY4fP67Vnpqainbt2pm6dABA586dcenSJXh5eaFVq1ZaD4lEotc+2rVrh/Lycpw5c0bTduHCBdy9e1ern6OjI4YOHYqPPvoIR44cwU8//YTffvvNmG+HiB7AkR0iqjN/f3/k5OTgr7/+wrBhw2BlZYWzZ89i5MiRkMvlNf78/PnzERMTg5YtWyI0NBRxcXHIyMiocqTFFMaNG4f3338fw4YN01wVdu3aNezcuRPz589H8+bNa9xH27ZtMWjQILz44ovYuHEjbGxsEB0dDUdHR02f+Ph4VFRUoHv37nBycsLWrVvh6Oj40MvpiajuOLJDREZx5MgRdO3aFQ4ODjh58iSaNWumV9ABgFmzZmHu3LmYO3cuQkJCkJiYiD179qB169Ymrvo+JycnHD16FH5+fhg5ciTatWuHKVOmoLi4GG5ubnrvJy4uDr6+vujTpw9GjhyJl156CV5eXprtTZo0waeffoqePXuiQ4cOOHToEPbu3QsPDw9TvC0i+v8EUaziOkwiIiIiC8GRHSIiIrJoDDtERERk0Rh2iIiIyKIx7BAREZFFY9ghIiIii8awQ0RERBaNYYeIiIgsGsMOERERWTSGHSIiIrJoDDtERERk0Rh2iIiIyKIx7BAREZFF+3961KW0LKAHVQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "friends = [ 70,  65,  72,  63,  71,  64,  60,  64,  67]\n",
    "minutes = [175, 170, 205, 120, 220, 130, 105, 145, 190]\n",
    "labels =  ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i']\n",
    "\n",
    "plt.scatter(friends, minutes)\n",
    "\n",
    "# label each point\n",
    "for label, friend_count, minute_count in zip(labels, friends, minutes):\n",
    "    plt.annotate(label,\n",
    "        xy=(friend_count, minute_count), # Put the label with its point\n",
    "        xytext=(5, -5),                  # but slightly offset\n",
    "        textcoords='offset points')\n",
    "\n",
    "plt.title(\"Daily Minutes vs. Number of Friends\")\n",
    "plt.xlabel(\"# of friends\")\n",
    "plt.ylabel(\"daily minutes spent on the site\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a996d763",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'test 2 grade')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_1_grades = [ 99, 90, 85, 97, 80]\n",
    "test_2_grades = [100, 85, 60, 90, 70]\n",
    "\n",
    "plt.scatter(test_1_grades, test_2_grades)\n",
    "plt.title(\"Axes Aren't Comparable\")\n",
    "plt.xlabel(\"test 1 grade\")\n",
    "plt.ylabel(\"test 2 grade\")\n",
    "# plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "66a2e1b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'test 2 grade')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_1_grades = [ 99, 90, 85, 97, 80]\n",
    "test_2_grades = [100, 85, 60, 90, 70]\n",
    "plt.scatter(test_1_grades, test_2_grades)\n",
    "plt.title(\"Axes Are Comparable\")\n",
    "plt.axis(\"equal\")\n",
    "plt.xlabel(\"test 1 grade\")\n",
    "plt.ylabel(\"test 2 grade\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "423ef472",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
